SOTAVerified

Computational Efficiency

Methods and optimizations to reduce the computational resources (e.g., time, memory, or power) needed for training and inference in models. This involves techniques that streamline processing, optimize algorithms, or leverage hardware to enhance performance without compromising accuracy.

Papers

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Showing 4301–4350 of 4891 papers

TitleStatusHype
Efficient MPC for Emergency Evasive Maneuvers, Part I: Hybridization of the Nonlinear Problem—0
Efficient Multi-Task Inferencing: Model Merging with Gromov-Wasserstein Feature Alignment—0
Efficient n-body simulations using physics informed graph neural networks—0
Breast Cancer Histopathology Classification using CBAM-EfficientNetV2 with Transfer Learning—0
Efficient Network Traffic Feature Sets for IoT Intrusion Detection—0
Efficient Neural Ranking using Forward Indexes and Lightweight Encoders—0
Efficient N:M Sparse DNN Training Using Algorithm, Architecture, and Dataflow Co-Design—0
Efficient Object-centric Representation Learning with Pre-trained Geometric Prior—0
Efficient Online Hyperparameter Optimization for Kernel Ridge Regression with Applications to Traffic Time Series Prediction—0
Efficient Optimization Accelerator Framework for Multistate Ising Problems—0
Efficient Oriented Object Detection with Enhanced Small Object Recognition in Aerial Images—0
Efficient or Powerful? Trade-offs Between Machine Learning and Deep Learning for Mental Illness Detection on Social Media—0
Efficient Output Kernel Learning for Multiple Tasks—0
Efficient PAC Learning from the Crowd—0
Efficient Parallel Audio Generation using Group Masked Language Modeling—0
Efficient Polyp Segmentation Via Integrity Learning—0
EfficientPose 6D: Scalable and Efficient 6D Object Pose Estimation—0
Noise-Aware Ensemble Learning for Efficient Radar Modulation Recognition—0
Efficient Regularized Least-Squares Algorithms for Conditional Ranking on Relational Data—0
Efficient Relational Learning with Hidden Variable Detection—0
Efficient Representations for High-Cardinality Categorical Variables in Machine Learning—0
Efficient safe learning for controller tuning with experimental validation—0
Efficient Scale Estimation Methods using Lightweight Deep Convolutional Neural Networks for Visual Tracking—0
Efficient Search-Based Weighted Model Integration—0
Efficient Second-Order Neural Network Optimization via Adaptive Trust Region Methods—0
Efficient Sound Field Reconstruction with Conditional Invertible Neural Networks—0
Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement—0
Efficient Spatio-Temporal Signal Recognition on Edge Devices Using PointLCA-Net—0
Efficient Spiking Point Mamba for Point Cloud Analysis—0
Efficient State-Space Inference of Periodic Latent Force Models—0
Efficient Stochastic Gradient Hard Thresholding—0
Uncertainty-aware Efficient Subgraph Isomorphism using Graph Topology—0
Efficient surrogate modeling methods for large-scale Earth system models based on machine learning techniques—0
Efficient Tensor Contraction via Fast Count Sketch—0
Efficient Test-time Adaptive Object Detection via Sensitivity-Guided Pruning—0
Efficient Token Mixing for Transformers via Adaptive Fourier Neural Operators—0
Efficient Training of Neural Stochastic Differential Equations by Matching Finite Dimensional Distributions—0
Efficient training of physics-informed neural networks via importance sampling—0
Efficient Training of Physics-Informed Neural Networks with Direct Grid Refinement Algorithm—0
Efficient Training of Very Deep Neural Networks for Supervised Hashing—0
Parallel Spiking Unit for Efficient Training of Spiking Neural Networks—0
Efficient Transformations in Deep Learning Convolutional Neural Networks—0
Efficient Transformed Gaussian Process State-Space Models for Non-Stationary High-Dimensional Dynamical Systems—0
Efficient Uncertainty Propagation with Guarantees in Wasserstein Distance—0
Efficient universal shuffle attack for visual object tracking—0
Efficient Video Segmentation Using Parametric Graph Partitioning—0
Efficient Vision-Language Models by Summarizing Visual Tokens into Compact Registers—0
EffLoc: Lightweight Vision Transformer for Efficient 6-DOF Camera Relocalization—0
Effortless Cross-Platform Video Codec: A Codebook-Based Method—0
EFiGP: Eigen-Fourier Physics-Informed Gaussian Process for Inference of Dynamic Systems—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified